{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "disable example env\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "from __future__ import division\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "sns.set_context(rc={'figure.figsize': (14, 7) } )\n",
    "figzize_me = figsize =(14, 7)\n",
    "# import warnings; warnings.filterwarnings('ignore')\n",
    "\n",
    "\n",
    "import os\n",
    "import sys\n",
    "# 使用insert 0即只使用github，避免交叉使用了pip安装的abupy，导致的版本不一致问题\n",
    "sys.path.insert(0, os.path.abspath('../'))\n",
    "import abupy\n",
    "# 本章不使用沙盒数据\n",
    "abupy.env.disable_example_env_ipython()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 附录A 量化环境部署 \n",
    "\n",
    "* 本节建议对照阅读abu量化文档: 第19节 数据源\n",
    "\n",
    "[abu量化系统github地址](https://github.com/bbfamily/abu) (您的star是我的动力！)\n",
    "\n",
    "[abu量化文档教程ipython notebook](https://github.com/bbfamily/abu/tree/master/abupy_lecture)\n",
    "\n",
    "### A.2.1 数据模式的切换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>p_change</th>\n",
       "      <th>open</th>\n",
       "      <th>pre_close</th>\n",
       "      <th>volume</th>\n",
       "      <th>date</th>\n",
       "      <th>date_week</th>\n",
       "      <th>key</th>\n",
       "      <th>atr21</th>\n",
       "      <th>atr14</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2017-04-17</th>\n",
       "      <td>4.83</td>\n",
       "      <td>4.83</td>\n",
       "      <td>4.75</td>\n",
       "      <td>0.42</td>\n",
       "      <td>4.79</td>\n",
       "      <td>4.81</td>\n",
       "      <td>112989883</td>\n",
       "      <td>20170417</td>\n",
       "      <td>0</td>\n",
       "      <td>483</td>\n",
       "      <td>0.062314</td>\n",
       "      <td>0.065713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-18</th>\n",
       "      <td>4.79</td>\n",
       "      <td>4.81</td>\n",
       "      <td>4.77</td>\n",
       "      <td>-0.83</td>\n",
       "      <td>4.80</td>\n",
       "      <td>4.83</td>\n",
       "      <td>61091798</td>\n",
       "      <td>20170418</td>\n",
       "      <td>1</td>\n",
       "      <td>484</td>\n",
       "      <td>0.061251</td>\n",
       "      <td>0.063876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-19</th>\n",
       "      <td>4.74</td>\n",
       "      <td>4.79</td>\n",
       "      <td>4.73</td>\n",
       "      <td>-1.04</td>\n",
       "      <td>4.77</td>\n",
       "      <td>4.79</td>\n",
       "      <td>89715577</td>\n",
       "      <td>20170419</td>\n",
       "      <td>2</td>\n",
       "      <td>485</td>\n",
       "      <td>0.063096</td>\n",
       "      <td>0.066456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-20</th>\n",
       "      <td>4.73</td>\n",
       "      <td>4.77</td>\n",
       "      <td>4.72</td>\n",
       "      <td>-0.21</td>\n",
       "      <td>4.73</td>\n",
       "      <td>4.74</td>\n",
       "      <td>64197339</td>\n",
       "      <td>20170420</td>\n",
       "      <td>3</td>\n",
       "      <td>486</td>\n",
       "      <td>0.063425</td>\n",
       "      <td>0.066710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-04-21</th>\n",
       "      <td>4.81</td>\n",
       "      <td>4.83</td>\n",
       "      <td>4.72</td>\n",
       "      <td>1.69</td>\n",
       "      <td>4.73</td>\n",
       "      <td>4.73</td>\n",
       "      <td>125002644</td>\n",
       "      <td>20170421</td>\n",
       "      <td>4</td>\n",
       "      <td>487</td>\n",
       "      <td>0.065643</td>\n",
       "      <td>0.069802</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            close  high   low  p_change  open  pre_close     volume      date  \\\n",
       "2017-04-17   4.83  4.83  4.75      0.42  4.79       4.81  112989883  20170417   \n",
       "2017-04-18   4.79  4.81  4.77     -0.83  4.80       4.83   61091798  20170418   \n",
       "2017-04-19   4.74  4.79  4.73     -1.04  4.77       4.79   89715577  20170419   \n",
       "2017-04-20   4.73  4.77  4.72     -0.21  4.73       4.74   64197339  20170420   \n",
       "2017-04-21   4.81  4.83  4.72      1.69  4.73       4.73  125002644  20170421   \n",
       "\n",
       "            date_week  key     atr21     atr14  \n",
       "2017-04-17          0  483  0.062314  0.065713  \n",
       "2017-04-18          1  484  0.061251  0.063876  \n",
       "2017-04-19          2  485  0.063096  0.066456  \n",
       "2017-04-20          3  486  0.063425  0.066710  \n",
       "2017-04-21          4  487  0.065643  0.069802  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from abupy import ABuSymbolPd\n",
    "# 表A-1所示\n",
    "ABuSymbolPd.make_kl_df('601398').tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from abupy import EMarketDataFetchMode, abu\n",
    "\n",
    "# 强制使用本地缓存数据\n",
    "abupy.env.g_data_fetch_mode = \\\n",
    "    EMarketDataFetchMode.E_DATA_FETCH_FORCE_LOCAL\n",
    "\n",
    "from abupy import AbuFactorBuyBreak\n",
    "from abupy import AbuFactorAtrNStop\n",
    "from abupy import AbuFactorPreAtrNStop\n",
    "from abupy import AbuFactorCloseAtrNStop\n",
    "\n",
    "# 设置初始资金数\n",
    "read_cash = 1000000\n",
    "# 设置选股因子，None为不使用选股因子\n",
    "stock_pickers = None\n",
    "# 买入因子依然延用向上突破因子\n",
    "buy_factors = [{'xd': 60, 'class': AbuFactorBuyBreak},\n",
    "               {'xd': 42, 'class': AbuFactorBuyBreak}]\n",
    "# 卖出因子继续使用上一章使用的因子\n",
    "sell_factors = [\n",
    "    {'stop_loss_n': 1.0, 'stop_win_n': 3.0,\n",
    "     'class': AbuFactorAtrNStop},\n",
    "    {'class': AbuFactorPreAtrNStop, 'pre_atr_n': 1.5},\n",
    "    {'class': AbuFactorCloseAtrNStop, 'close_atr_n': 1.5}\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "disable example env\n"
     ]
    }
   ],
   "source": [
    "# 择时股票池\n",
    "choice_symbols = ['usNOAH', 'usSFUN', 'usBIDU', 'usAAPL', 'usGOOG', 'usTSLA', 'usWUBA', 'usVIPS']\n",
    "# 使用run_loop_back运行策略\n",
    "abupy.env.enable_example_env_ipython()\n",
    "abu_result_tuple, _ = abu.run_loop_back(read_cash, \n",
    "                  buy_factors, sell_factors, stock_pickers, choice_symbols=choice_symbols, n_folds=2)\n",
    "abupy.env.disable_example_env_ipython()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:67\n",
      "胜率:55.2239%\n",
      "平均获利期望:14.1076%\n",
      "平均亏损期望:-7.7029%\n",
      "盈亏比:2.3543\n",
      "策略收益: 50.4448%\n",
      "基准收益: 15.0841%\n",
      "策略年化收益: 25.2224%\n",
      "基准年化收益: 7.5420%\n",
      "策略买入成交比例:80.0000%\n",
      "策略资金利用率比例:27.2194%\n",
      "策略共执行504个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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UUoARERGRPu1s2Y0/5B9w7wtAkrN3D8zm+q387INf0xnu1PwXGdYWFhwPwCtl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+dwM7sPNhEMhbhnw2Ke3FHDwRPtbHzjwrM2JgR4eMshCnPSuf6Sisn+p1yw+r4acMPykqEVxIp9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\nzLIsqyDmZe/Fnmco4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      "text/plain": [
       "<matplotlib.figure.Figure at 0x112d6a748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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NdkRT/JbKQjbO5Xn+7xJov6zwjfMj+PCj+ZbtyZi+aTAS1GS1bucsGPIxgCEi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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e482eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Bailey/anaconda3/lib/python3.6/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
      "  y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
     ]
    },
    {
     "data": {
      "image/png": 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cLhfXbm5yOCI5G7fLNXlUql3lfSJno0RKRERE0uqxXRPPRl20toaqMr+D0chs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\nERER6SIlUiIiIiIiIl30/wFEEO4yzNFf5AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x112ec0f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from abupy import AbuMetricsBase\n",
    "metrics = AbuMetricsBase(*abu_result_tuple)\n",
    "metrics.fit_metrics()\n",
    "metrics.plot_returns_cmp()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from abupy import EMarketSourceType\n",
    "abupy.env.g_market_source = EMarketSourceType.E_MARKET_SOURCE_tx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pid:22894 gen kl_pd complete:100%\n",
      "pid:22936 pick times complete:100%\n",
      "pid:22938 pick times complete:100%\n",
      "pid:22937 pick times complete:100%\n",
      "pid:22939 pick times complete:100%\n",
      "pid:22940 pick times complete:100%\n",
      "pid:22941 pick times complete:100%\n",
      "pid:22943 pick times complete:100%\n",
      "pid:22942 pick times complete:100%\n"
     ]
    }
   ],
   "source": [
    "# 强制走网络数据源\n",
    "abupy.env.g_data_fetch_mode = EMarketDataFetchMode.E_DATA_FETCH_FORCE_NET\n",
    "# 择时股票池\n",
    "choice_symbols = ['601398', '600028', '601857', '601318', '600036', '000002', '600050', '600030']\n",
    "# 使用run_loop_back运行策略\n",
    "abu_result_tuple, _ = abu.run_loop_back(read_cash, \n",
    "                  buy_factors, sell_factors, stock_pickers, choice_symbols=choice_symbols, n_folds=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "买入后卖出的交易数量:7\n",
      "胜率:28.57%\n",
      "平均获利期望:44.95%\n",
      "平均亏损期望:-9.34%\n",
      "盈亏比:3.8119\n",
      "策略收益: 12.77%\n",
      "基准收益: 17.83%\n",
      "策略年化收益: 6.4%\n",
      "基准年化收益: 8.93%\n",
      "策略买入成交比例: 100.0%\n",
      "策略资金利用率比例: 5.77%\n",
      "策略共执行503个交易日\n"
     ]
    },
    {
     "data": {
      "image/png": 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ft68d3fsehXJPJTvr97CoszU3wBuH32FXvZs5qbNYkOEC4J+l7/Fu2Qc0+ZoJ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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x122d20f50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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gh6CdCEQAAAAAjuSihKCdCEQAAAAADnQRQ9BOBCIAAAAAu/QtRrhAIWgnAhEAAACAXRXZ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\nIjKwVBCJiIiIiMjAUkEkIiIiIiID6/8D0XN4Tqi1boEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x122acafd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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hpjZGtQAAQG4RtADMKW1dA4oOJSsHBsuLVV5aNOU5Pp9PIdeo1rEz09sIGgAA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\nDyG4OGiA0pX3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1228d7a10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from abupy import AbuMetricsBase\n",
    "metrics = AbuMetricsBase(*abu_result_tuple)\n",
    "metrics.fit_metrics()\n",
    "metrics.plot_returns_cmp()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A.2.2 目标市场的切换\n",
    "### A.2.3 A股市场的回测示例\n",
    "\n",
    "* 相关内容请阅读abu量化文档：第8节 A股市场的回测， 第20节 A股全市场回测"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A.2.4 港股市场的回测示例\n",
    "\n",
    "* 相关内容请阅读abu量化文档：第9节 港股市场的回测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
